On prem deployments

adb: The Gen AI Native Datastore

Open, elastic, and real-time, designed for the way AI actually works.

Arize Database (adb) is an AI native datastore that unifies observability and evaluation data in open formats, enabling zero-copy access across your AI and data stack.

It’s cloud-backed with smart active caching, allowing teams to store and query years of data while paying up to 100x less than other platforms.

Why we built adb

Generative AI is reshaping how data moves, scales, and performs, but databases
haven’t kept up.

These workloads create constant feedback loops and unpredictable bursts, where every prediction informs the next.

We built adb because no off-the-shelf option met the enterprise-scale needs of AI evaluation and iteration.
A durable foundation for the next era of AI and agent development.

Speed

Fresh data is available to query the moment it arrives.

Elasticity

Explicitly designed for long-context AI workloads.

Performance

Ingest billions of events without slowing queries.

Scalability

Handles growing datasets and continuous updates at scale.

Built for the demands of agentic AI

Optimized for AI evaluation and iteration, delivering sub-second performance at massive scale.

Benchmark Arize adb Competitor A Competitor B Competitor C
Query Latency (p95) < 1 second 2-5 seconds 1.2× slower 5-10 seconds 4× slower 1-3 seconds 1.2× slower
Data Architecture Open Format (Iceberg) Proprietary Format Proprietary / Black Box Proprietary Format
Cost Control Elastic Tiers (Hot/Cold) Fixed Compute Cost Opaque Pricing Complex Tiering
Vendor Lock-in Zero High Very High High
AI-Optimized Workflows Native Requires Customization Native Requires Customization
Query over 1B GenAI traces 0.8s 3.2s 9.1s 2.1s
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Designed for the modern
data architecture

Keep your data where it lives. Leverage Iceberg-backed open formats and compute-storage separation to access AI data nearly instantly, with zero exports or duplication.

Explore design

Control costs at scale

Move seamlessly between hot and cold storage tiers, pulling only what you need into cache. With smart caching, Arize adb delivers elastic performance at a fraction of the cost.

The universal data fabric for AI

Built for the scale and complexity of AI, adb supports OTEL ingest, real-time streaming, and freedom to query with any engine. Your data stays accessible and usable across the systems and teams that need it. 

“In almost all analytical systems, you pick two out of three: high volume, correctness, and low latency. Getting all three at once is difficult, especially given varying column sizes in tracing agent workflows, but adb makes this possible and enables Arize to build products that would break other platforms.”

Michael Schiff

CTO, Arize AI

Start your AI observability journey.